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shard_docs.py
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shard_docs.py
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#!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""
Split a large file into shards while respecting document boundaries. Documents
should be separated by a single empty line.
"""
import argparse
import contextlib
def main():
parser = argparse.ArgumentParser()
parser.add_argument('input')
parser.add_argument('--num-shards', type=int)
args = parser.parse_args()
assert args.num_shards is not None and args.num_shards > 1
with open(args.input, 'r', encoding='utf-8') as h:
with contextlib.ExitStack() as stack:
outputs = [
stack.enter_context(open(args.input + ".shard" + str(i), "w", encoding="utf-8"))
for i in range(args.num_shards)
]
doc = []
first_doc = [True]*args.num_shards
def output_doc(i):
if not first_doc[i]:
outputs[i].write("\n")
first_doc[i] = False
for line in doc:
outputs[i].write(line)
doc.clear()
num_docs = 0
for line in h:
if line.strip() == "": # empty line indicates new document
output_doc(num_docs % args.num_shards)
num_docs += 1
else:
doc.append(line)
output_doc(num_docs % args.num_shards)
if __name__ == '__main__':
main()